FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206407203> ?p ?o ?g. }

• W3206407203 abstract "Predicting block popularity is of crucial importance for data placement in multi-tiered multimedia storage systems. Traditional methods, such as least recently used and exponential smoothing, are commonly employed to predict future block access frequencies and fail to achieve good performance for complex and changing access patterns. Recently, deep neural networks have brought great success to pattern recognition and prediction, which motivates us to introduce deep learning to solve the problem of block popularity prediction. In this paper, we first analyze and verify the temporal and spatial correlations among the multimedia I/O traces. Then, we design a multi-dimension feature to capture such correlations, which serves as the input of the designed deep neural network. A spatial-temporal-sequential neural network (STSNN) and its variants that capture the locality information, time dependency information, and block sequential information are proposed to predict the block popularity. We systematically evaluate our STSNN models against six baseline models from three different categories, i.e., heuristic methods, regression methods and neural network-based methods. Experiment results show that our proposed STSNN models are very promising for predicting block access frequencies under some of Huawei and Microsoft datasets and particularly achieve 2-6 times better performance compared with the baselines in terms of the I/O hit ratio, I/O recall rate and I/O prediction ratio under the Microsoft 64 MB-block dataset." @default.
• W3206407203 created "2021-10-25" @default.
• W3206407203 creator A5005866880 @default.
• W3206407203 creator A5024427207 @default.
• W3206407203 creator A5031383697 @default.
• W3206407203 creator A5048596565 @default.
• W3206407203 creator A5053447705 @default.
• W3206407203 creator A5061091993 @default.
• W3206407203 creator A5088383943 @default.
• W3206407203 date "2021-10-17" @default.
• W3206407203 modified "2023-10-01" @default.
• W3206407203 title "Block Popularity Prediction for Multimedia Storage Systems Using Spatial-Temporal-Sequential Neural Networks" @default.
• W3206407203 cites W2005734204 @default.
• W3206407203 cites W2064675550 @default.
• W3206407203 cites W2069358386 @default.
• W3206407203 cites W2130125728 @default.
• W3206407203 cites W2143331230 @default.
• W3206407203 cites W2201220957 @default.
• W3206407203 cites W2492294785 @default.
• W3206407203 cites W2515818068 @default.
• W3206407203 cites W2524407462 @default.
• W3206407203 cites W2559788967 @default.
• W3206407203 cites W2561209771 @default.
• W3206407203 cites W2604847698 @default.
• W3206407203 cites W2755942614 @default.
• W3206407203 cites W2775818656 @default.
• W3206407203 cites W2791255168 @default.
• W3206407203 cites W2891304153 @default.
• W3206407203 cites W2963394925 @default.
• W3206407203 cites W2970434897 @default.
• W3206407203 cites W2972046602 @default.
• W3206407203 cites W3035759284 @default.
• W3206407203 doi "https://doi.org/10.1145/3474085.3475495" @default.
• W3206407203 hasPublicationYear "2021" @default.
• W3206407203 type Work @default.
• W3206407203 sameAs 3206407203 @default.
• W3206407203 citedByCount "2" @default.
• W3206407203 countsByYear W32064072032023 @default.
• W3206407203 crossrefType "proceedings-article" @default.
• W3206407203 hasAuthorship W3206407203A5005866880 @default.
• W3206407203 hasAuthorship W3206407203A5024427207 @default.
• W3206407203 hasAuthorship W3206407203A5031383697 @default.
• W3206407203 hasAuthorship W3206407203A5048596565 @default.
• W3206407203 hasAuthorship W3206407203A5053447705 @default.
• W3206407203 hasAuthorship W3206407203A5061091993 @default.
• W3206407203 hasAuthorship W3206407203A5088383943 @default.
• W3206407203 hasConcept C108583219 @default.
• W3206407203 hasConcept C115537543 @default.
• W3206407203 hasConcept C119857082 @default.
• W3206407203 hasConcept C124101348 @default.
• W3206407203 hasConcept C133710760 @default.
• W3206407203 hasConcept C154945302 @default.
• W3206407203 hasConcept C15744967 @default.
• W3206407203 hasConcept C173608175 @default.
• W3206407203 hasConcept C173801870 @default.
• W3206407203 hasConcept C2524010 @default.
• W3206407203 hasConcept C27602214 @default.
• W3206407203 hasConcept C2777210771 @default.
• W3206407203 hasConcept C2780586970 @default.
• W3206407203 hasConcept C31972630 @default.
• W3206407203 hasConcept C33923547 @default.
• W3206407203 hasConcept C3770464 @default.
• W3206407203 hasConcept C41008148 @default.
• W3206407203 hasConcept C50644808 @default.
• W3206407203 hasConcept C77805123 @default.
• W3206407203 hasConceptScore W3206407203C108583219 @default.
• W3206407203 hasConceptScore W3206407203C115537543 @default.
• W3206407203 hasConceptScore W3206407203C119857082 @default.
• W3206407203 hasConceptScore W3206407203C124101348 @default.
• W3206407203 hasConceptScore W3206407203C133710760 @default.
• W3206407203 hasConceptScore W3206407203C154945302 @default.
• W3206407203 hasConceptScore W3206407203C15744967 @default.
• W3206407203 hasConceptScore W3206407203C173608175 @default.
• W3206407203 hasConceptScore W3206407203C173801870 @default.
• W3206407203 hasConceptScore W3206407203C2524010 @default.
• W3206407203 hasConceptScore W3206407203C27602214 @default.
• W3206407203 hasConceptScore W3206407203C2777210771 @default.
• W3206407203 hasConceptScore W3206407203C2780586970 @default.
• W3206407203 hasConceptScore W3206407203C31972630 @default.
• W3206407203 hasConceptScore W3206407203C33923547 @default.
• W3206407203 hasConceptScore W3206407203C3770464 @default.
• W3206407203 hasConceptScore W3206407203C41008148 @default.
• W3206407203 hasConceptScore W3206407203C50644808 @default.
• W3206407203 hasConceptScore W3206407203C77805123 @default.
• W3206407203 hasLocation W32064072031 @default.
• W3206407203 hasOpenAccess W3206407203 @default.
• W3206407203 hasPrimaryLocation W32064072031 @default.
• W3206407203 hasRelatedWork W2795261237 @default.
• W3206407203 hasRelatedWork W3014300295 @default.
• W3206407203 hasRelatedWork W3164822677 @default.
• W3206407203 hasRelatedWork W4223943233 @default.
• W3206407203 hasRelatedWork W4225161397 @default.
• W3206407203 hasRelatedWork W4312200629 @default.
• W3206407203 hasRelatedWork W4360585206 @default.
• W3206407203 hasRelatedWork W4364306694 @default.
• W3206407203 hasRelatedWork W4380075502 @default.
• W3206407203 hasRelatedWork W4380086463 @default.
• W3206407203 isParatext "false" @default.
• W3206407203 isRetracted "false" @default.
• W3206407203 magId "3206407203" @default.

• next